{"id":"W4409736408","doi":"10.2196/64877","title":"Evaluation of a Virtual Home Health Heart Failure Program: Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02057842,0.001504017,0.001937137,0.001674079,0.002177611,0.001993861,0.001704358,0.001700851,0.003530524],"category_scores_gemma":[0.01770179,0.0008567689,0.002481751,0.001385783,0.001279371,0.001882403,0.001887346,0.001414724,0.000592532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003770494,"about_ca_system_score_gemma":0.006211044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004374436,"about_ca_topic_score_gemma":0.006417887,"domain_scores_codex":[0.981016,0.01420404,0.001248818,0.0009696907,0.001612875,0.0009485246],"domain_scores_gemma":[0.9845574,0.007755598,0.002440904,0.001387382,0.002486188,0.001372547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.05006057,0.3921995,0.2368123,0.006188174,0.003116271,0.001203139,0.04511028,0.002503938,0.00290771,0.001376643,0.002953413,0.2555681],"study_design_scores_gemma":[0.04720159,0.5917925,0.2648884,0.002016539,0.002116883,0.0006125399,0.07006876,0.007791487,0.003182571,0.001635192,0.008258212,0.0004352666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809029,0.000281359,0.001314147,0.0001115821,0.00004377306,0.0160101,0.000417759,0.00001914063,0.0008993418],"genre_scores_gemma":[0.9247179,0.0007240988,0.009539041,0.0007546646,0.0001369603,0.06224434,0.0007137952,0.00002019275,0.001149053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02057842,"threshold_uncertainty_score":0.1088303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04466927387402704,"score_gpt":0.454385215738888,"score_spread":0.409715941864861,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}